SOTAVerified

Image Restoration

Image Restoration is a family of inverse problems for obtaining a high quality image from a corrupted input image. Corruption may occur due to the image-capture process (e.g., noise, lens blur), post-processing (e.g., JPEG compression), or photography in non-ideal conditions (e.g., haze, motion blur).

Source: Blind Image Restoration without Prior Knowledge

Papers

Showing 601610 of 1459 papers

TitleStatusHype
On the unreasonable vulnerability of transformers for image restoration -- and an easy fix0
A Theoretically Guaranteed Quaternion Weighted Schatten p-norm Minimization Method for Color Image RestorationCode0
Physics-Driven Turbulence Image Restoration with Stochastic RefinementCode1
NTIRE 2023 Quality Assessment of Video Enhancement Challenge0
Text-guided Image Restoration and Semantic Enhancement for Text-to-Image Person RetrievalCode1
Soft-IntroVAE for Continuous Latent space Image Super-Resolution0
Multiscale Coarse-to-Fine Guided Screenshot DemoiréingCode0
LUCYD: A Feature-Driven Richardson-Lucy Deconvolution NetworkCode1
DRM-IR: Task-Adaptive Deep Unfolding Network for All-In-One Image Restoration0
Latent Graph Attention for Enhanced Spatial Context0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1OneRestoreAverage PSNR (dB)28.72Unverified
2SRUDCAverage PSNR (dB)27.64Unverified
3RestormerAverage PSNR (dB)26.99Unverified
4WGWSNetAverage PSNR (dB)26.96Unverified
5DGUNetAverage PSNR (dB)26.92Unverified
6OKNetAverage PSNR (dB)26.33Unverified
7MIRNetAverage PSNR (dB)25.97Unverified
8PromptIRAverage PSNR (dB)25.9Unverified
9MPRNetAverage PSNR (dB)25.47Unverified
10MIRNetv2Average PSNR (dB)25.37Unverified
#ModelMetricClaimedVerifiedStatus
1ESDNet-LPSNR22.42Unverified
2ESDNetPSNR22.12Unverified
#ModelMetricClaimedVerifiedStatus
1730L37Unverified